SOTAVerified

Domain Adaptation

Domain Adaptation is the task of adapting models across domains. This is motivated by the challenge where the test and training datasets fall from different data distributions due to some factor. Domain adaptation aims to build machine learning models that can be generalized into a target domain and dealing with the discrepancy across domain distributions.

Further readings:

( Image credit: Unsupervised Image-to-Image Translation Networks )

Papers

Showing 10511100 of 6439 papers

TitleStatusHype
High-confidence pseudo-labels for domain adaptation in COVID-19 detection0
Clinical information extraction for Low-resource languages with Few-shot learning using Pre-trained language models and Prompting0
PARAMANU-AYN: Pretrain from scratch or Continual Pretraining of LLMs for Legal Domain Adaptation?0
Reflectivity Is All You Need!: Advancing LiDAR Semantic SegmentationCode1
Instance-Warp: Saliency Guided Image Warping for Unsupervised Domain AdaptationCode0
PCT: Perspective Cue Training Framework for Multi-Camera BEV Segmentation0
Confusing Pair Correction Based on Category Prototype for Domain Adaptation under Noisy EnvironmentsCode0
Semantics, Distortion, and Style Matter: Towards Source-free UDA for Panoramic Segmentation0
Optimal Transport for Domain Adaptation through Gaussian Mixture ModelsCode0
A Systematic Review of Generalization Research in Medical Image Classification0
Domain Adaptation Using Pseudo Labels for COVID-19 Detection0
OurDB: Ouroboric Domain Bridging for Multi-Target Domain Adaptive Semantic Segmentation0
COVID-19 detection from pulmonary CT scans using a novel EfficientNet with attention mechanismCode0
Sim-to-Real Grasp Detection with Global-to-Local RGB-D AdaptationCode1
A Survey of IMU Based Cross-Modal Transfer Learning in Human Activity Recognition0
Potential of Domain Adaptation in Machine Learning in Ecology and Hydrology to Improve Model Extrapolability0
Diffusion and Multi-Domain Adaptation Methods for Eosinophil Segmentation0
Uncertainty-Aware Pseudo-Label Filtering for Source-Free Unsupervised Domain AdaptationCode0
Universal Semi-Supervised Domain Adaptation by Mitigating Common-Class BiasCode0
Ensembling and Test Augmentation for Covid-19 Detection and Covid-19 Domain Adaptation from 3D CT-Scans0
SF(DA)^2: Source-free Domain Adaptation Through the Lens of Data AugmentationCode1
Efficient Domain Adaptation for Endoscopic Visual Odometry0
Leveraging Synthetic Data for Generalizable and Fair Facial Action Unit Detection0
PnP Restoration with Domain Adaptation for SANS0
Representing Domain-Mixing Optical Degradation for Real-World Computational Aberration Correction via Vector QuantizationCode1
Visual Foundation Models Boost Cross-Modal Unsupervised Domain Adaptation for 3D Semantic SegmentationCode1
Attention-based Class-Conditioned Alignment for Multi-Source Domain Adaptation of Object DetectorsCode0
D3T: Distinctive Dual-Domain Teacher Zigzagging Across RGB-Thermal Gap for Domain-Adaptive Object DetectionCode1
SD-Net: Symmetric-Aware Keypoint Prediction and Domain Adaptation for 6D Pose Estimation In Bin-picking ScenariosCode0
TaxoLLaMA: WordNet-based Model for Solving Multiple Lexical Semantic TasksCode1
To Label or Not to Label: Hybrid Active Learning for Neural Machine Translation0
FogGuard: guarding YOLO against fog using perceptual lossCode0
Domain Adaptation for Dense Retrieval and Conversational Dense Retrieval through Self-Supervision by Meticulous Pseudo-Relevance Labeling0
PAGE: Domain-Incremental Adaptation with Past-Agnostic Generative Replay for Smart Healthcare0
Deep Generative Domain Adaptation with Temporal Attention for Cross-User Activity Recognition0
Cross-user activity recognition via temporal relation optimal transport0
Cross-user activity recognition using deep domain adaptation with temporal relation information0
Deep Generative Domain Adaptation with Temporal Relation Knowledge for Cross-User Activity Recognition0
On-Device Domain Learning for Keyword Spotting on Low-Power Extreme Edge Embedded Systems0
Investigating the performance of Retrieval-Augmented Generation and fine-tuning for the development of AI-driven knowledge-based systemsCode0
MoralBERT: A Fine-Tuned Language Model for Capturing Moral Values in Social DiscussionsCode1
SAMDA: Leveraging SAM on Few-Shot Domain Adaptation for Electronic Microscopy Segmentation0
Unified Source-Free Domain AdaptationCode3
DALSA: Domain Adaptation for Supervised Learning From Sparsely Annotated MR Images0
Proxy Methods for Domain Adaptation0
A Fourier Transform Framework for Domain Adaptation0
Bridging Domains with Approximately Shared FeaturesCode0
Cross-domain and Cross-dimension Learning for Image-to-Graph TransformersCode0
Split to Merge: Unifying Separated Modalities for Unsupervised Domain AdaptationCode1
Recurrent Aligned Network for Generalized Pedestrian Trajectory Prediction0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1FFTATAverage Accuracy96Unverified
2PMTransAverage Accuracy95.3Unverified
3CMKDAverage Accuracy94.4Unverified
4SSRT-B (ours)Average Accuracy93.5Unverified
5CDTransAverage Accuracy92.6Unverified
6CoViAverage Accuracy91.8Unverified
7GSDEAverage Accuracy91.7Unverified
8FixBiAverage Accuracy91.4Unverified
9Contrastive Adaptation NetworkAverage Accuracy90.6Unverified
10BIWAAAverage Accuracy90.5Unverified
#ModelMetricClaimedVerifiedStatus
1HALOmIoU78.1Unverified
2ILM-ASSLmIoU76.6Unverified
3DCFmIoU69.3Unverified
4HRDA+PiPamIoU68.2Unverified
5MICmIoU67.3Unverified
6FREDOM - TransformermIoU67Unverified
7HRDAmIoU65.8Unverified
8SePiComIoU64.3Unverified
9MIC + Guidance TrainingmIoU63.8Unverified
10DAFormer + ProCSTmIoU61.6Unverified
#ModelMetricClaimedVerifiedStatus
1HALOmIoU77.8Unverified
2DCFmIoU77.7Unverified
3ILM-ASSLmIoU76.1Unverified
4MICmIoU75.9Unverified
5HRDA+PiPamIoU75.6Unverified
6HRDAmIoU73.8Unverified
7FREDOM - TransformermIoU73.6Unverified
8HALOmIoU73.3Unverified
9SePiComIoU70.3Unverified
10DAFormer + ProCSTmIoU69.4Unverified
#ModelMetricClaimedVerifiedStatus
1SWGAccuracy92.3Unverified
2RCLAccuracy90Unverified
3PGA (ViT-L/14)Accuracy89.4Unverified
4PMTransAccuracy89Unverified
5CMKDAccuracy89Unverified
6MICAccuracy86.2Unverified
7PGA (ViT-B/16)Accuracy85.1Unverified
8ELSAccuracy84.6Unverified
9SDAT (ViT-B/16)Accuracy84.3Unverified
10CDTrans (DeiT-B)Accuracy80.5Unverified
#ModelMetricClaimedVerifiedStatus
1FFTATAccuracy93.8Unverified
2RCLAccuracy93.2Unverified
3MICAccuracy92.8Unverified
4SWGAccuracy92.7Unverified
5CMKDAccuracy91.8Unverified
6DePTAccuracy90.7Unverified
7SDAT(ViT)Accuracy89.8Unverified
8SFDA2++Accuracy89.6Unverified
9PMtransAccuracy88.8Unverified
10CoViAccuracy88.5Unverified
#ModelMetricClaimedVerifiedStatus
1CMKDAccuracy94.3Unverified
2MCC+NWDAccuracy90.7Unverified
3GLOT-DRAccuracy90.4Unverified
4SPLAccuracy90.3Unverified
5DFA-SAFNAccuracy90.2Unverified
6DADAAccuracy89.3Unverified
7DFA-ENTAccuracy89.1Unverified
8MEDMAccuracy88.9Unverified
9DDAAccuracy88.9Unverified
10IAFN+ENTAccuracy88.9Unverified
#ModelMetricClaimedVerifiedStatus
1SoRAmIoU78.8Unverified
2ReinmIoU77.6Unverified
3CoDAmIoU72.6Unverified
4Refign (HRDA)mIoU72.1Unverified
5HALOmIoU71.9Unverified
6MICmIoU70.4Unverified
7HRDAmIoU68Unverified
8Refign (DAFormer)mIoU65.5Unverified
9VBLC (DAFormer)mIoU64.2Unverified
10CMFormermIoU60.1Unverified
#ModelMetricClaimedVerifiedStatus
1FACTAccuracy98.8Unverified
2FAMCDAccuracy98.72Unverified
3DFA-MCDAccuracy98.6Unverified
4Mean teacherAccuracy98.26Unverified
5DRANetAccuracy98.2Unverified
6SHOTAccuracy98Unverified
7DFA-ENTAccuracy97.9Unverified
8CyCleGAN (Light-weight Calibrator)Accuracy97.1Unverified